Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286 Scream (1996) 103,001,286 In & Out (1997) 63,826,569
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Wag the Dog (1997) 43,022,524
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Starship Troopers (1997) 79,093,786
Boogie Nights (1997) 26,384,919 Boogie Nights (1997) 26,384,919 Evita (1996) 73,298,979
As Good As It Gets (1997) 215,563,842 In & Out (1997) 63,826,569 Boogie Nights (1997) 26,384,919
In & Out (1997) 63,826,569 Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514
Wag the Dog (1997) 43,022,524 Star Wars (1977) 731,853,665 Alien: Resurrection (1997) 47,748,610
Chasing Amy (1997) 12,006,514 As Good As It Gets (1997) 215,563,842 As Good As It Gets (1997) 215,563,842
Gattaca (1997) 12,339,633 Gattaca (1997) 12,339,633 Kolya (1996) 5,730,711
Average 97,607,769 Average 166,490,883 Average 84,400,373

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Full Monty, The (1997) 45,857,453
Devil's Advocate, The (1997) 86,587,776
Volcano (1997) 71,496,882
Ulee's Gold (1997) 9,054,736
Rosewood (1997) 13,104,494
Titanic (1997) 600,779,824
Good Will Hunting (1997) 192,328,280
Tomorrow Never Dies (1997) 184,221,129
Apt Pupil (1998) 8,838,938
Dante's Peak (1997) 98,728,432
Contact (1997) 149,887,543
G.I. Jane (1997) 70,277,032
Excess Baggage (1997) 14,327,206
Fly Away Home (1996) 24,506,082
Air Force One (1997) 250,384,803
Amistad (1997) 44,175,394
Kiss the Girls (1997) 86,753,012
Seven Years in Tibet (1997) 37,901,509
Event Horizon (1997) 26,616,590
Jackie Brown (1997) 39,647,595
L.A. Confidential (1997) 64,604,977
Cop Land (1997) 64,207,716
Average 99,285,791
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